{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.3"},"colab":{"name":"geodata_stats.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true}},"cells":[{"cell_type":"markdown","metadata":{"id":"QIcU75bIatr1","colab_type":"text"},"source":["# Differences in the occurrence of geo locations between the Sci-fi and the random corpora\n","\n","#### Statistical significance of differences in occurrence per 100k words of urban locations between the two corpora\n"]},{"cell_type":"code","metadata":{"id":"AQdOfRD7k0Xg","colab_type":"code","colab":{}},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"scrolled":false,"id":"4WzV9-jzatr5","colab_type":"code","colab":{}},"source":["#Create dataframe\n","import pandas as pd\n","import numpy as np\n","import seaborn as sns\n","import scipy.stats as scs\n","import matplotlib.pyplot as plt\n","\n","geo = pd.read_csv('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/geo.csv.gz')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"w5ZNR9xTCRU6","colab_type":"code","colab":{}},"source":["geo[\"decade\"] = (geo[\"year\"]//10)*10"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"pX7ikrLbD0Zm","colab_type":"code","colab":{}},"source":["geo_scifi = geo[geo[\"corpus\"] == \"scifi\"]\n","geo_random = geo[geo[\"corpus\"] == \"random\"]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"IQ5s-QAQatsC","colab_type":"code","colab":{}},"source":["urban = geo.dropna(thresh=1, subset=[\"locality\", \"admin_3\"])\n","urban_scifi = urban[urban[\"corpus\"] == \"scifi\"]\n","urban_random = urban[urban[\"corpus\"] == \"random\"]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"aLr4NuKUatsJ","colab_type":"code","colab":{}},"source":["chisquare = scs.chisquare\n","chi2 = scs.chi2\n","\n","def chi_square_test(x0, x1):\n","    # x0, x1 is my data as numpy arrays\n","    # sampling\n","    N = range(0, len(x0), 1)\n","    n = len(x1)\n","    chi2_dist = list()\n","    p_dist = list()\n","    for _ in range(100):\n","        idxs = np.random.choice(N, n, replace=True)\n","        x0_sample = [x0[idx] for idx in idxs]\n","        chi_2, p = chisquare(f_obs=x1, f_exp=x0_sample)\n","        chi2_dist.append(chi_2)\n","        p_dist.append(p)\n","    # critical value for X^2 distribution\n","    alpha = 0.05\n","    probability = 1 - alpha\n","    df = n - 1\n","    value = chi2.ppf(probability, df)\n","    \n","    return chi2_dist, p_dist, value"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"674Ohaa6atsQ","colab_type":"text"},"source":["## STATS 1 URBAN Occurrences of urban locations per 100k of words in each book"]},{"cell_type":"code","metadata":{"id":"oRDOh0zvatsS","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":142},"executionInfo":{"status":"ok","timestamp":1580411617183,"user_tz":-60,"elapsed":9172,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"d78d6187-02b9-410c-91d3-bb99ece0b932"},"source":["#STATS 1: Mean of number of urban locations per 100k of words in each book for each corpus\n","urban.groupby([\"corpus\", \"htid\"], as_index=False)[\"occurs_100k\"].sum().groupby(\"corpus\").mean()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>occurs_100k</th>\n","    </tr>\n","    <tr>\n","      <th>corpus</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>random</th>\n","      <td>174.701275</td>\n","    </tr>\n","    <tr>\n","      <th>scifi</th>\n","      <td>105.397152</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        occurs_100k\n","corpus             \n","random   174.701275\n","scifi    105.397152"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"97GZ0T9catsa","colab_type":"code","colab":{}},"source":["#STATS 1: Number of urban locations per 100k of words in each book\n","g1sf = urban_scifi.groupby([\"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","g1ran = urban_random.groupby([\"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"lHaBCCdknQ7N","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":352},"executionInfo":{"status":"ok","timestamp":1580417689880,"user_tz":-60,"elapsed":3151,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"c9a511bc-1b3d-43ee-e20a-92b0d2524461"},"source":["print(scs.ttest_ind(g1sf, g1ran))\n","print(scs.mannwhitneyu(g1sf, g1ran))\n","chi2_dist, p_dist, value = chi_square_test(g1ran, g1sf)\n","\n","# report\n","plt.hist(x=chi2_dist, bins=\"auto\", color=\"#0504aa\", alpha=0.7, rwidth=0.85)\n","plt.axvline(value) # decision boundary\n","plt.grid(axis=\"y\", alpha=0.75)\n","plt.xlabel(r\"$Value$\")\n","plt.ylabel(r\"$Frequency$\")\n","plt.title(r\"$\\chi^2$ occurrences of urban geodata per novel\")\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/chi2_stats1_urban', dpi=500)\n","print(\"votes for H1:{}, and votes for H0:{}\".format(np.sum(chi2_dist > value), len(chi2_dist)-np.sum(chi2_dist > value)))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Ttest_indResult(statistic=-8.008154499959073, pvalue=1.2432193993420324e-15)\n","MannwhitneyuResult(statistic=1618772.0, pvalue=4.857548704816317e-31)\n","votes for H1:100, and votes for H0:0\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZQAAAEcCAYAAADgJkIVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npE6YUCRJnfj/JnNHr6Gbe0YAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"bO-wIdvK3XQg","colab":{}},"source":["g1 = urban.groupby([\"corpus\", \"htid\"], as_index=False)[\"occurs_100k\"].sum()\n","#g1[\"occurs_100k\"] = np.log2(g1[\"occurs_100k\"])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"Gz6Lm9f03Wi9","colab":{}},"source":["sns.boxplot(x=\"corpus\", y= \"occurs_100k\", data=g1)\n","#sns.stripplot(x=\"corpus\", y=\"occurs_100k\", data=g1, size=2, alpha=.25)\n","plt.ylabel('Occurrences per 100k')\n","plt.ylim(0,500)\n","plt.grid(alpha=0.75)\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/occurs100k_distribution', dpi=500)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"bABUHUCt9a9C","colab_type":"text"},"source":["### Occurrences of urban location per 100k of words in each book, overtime "]},{"cell_type":"code","metadata":{"id":"cL5C93TyRq6t","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":446},"executionInfo":{"status":"ok","timestamp":1580121587357,"user_tz":-60,"elapsed":7744,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"92d9a32b-f7f2-4dd2-9767-e24992f452a8"},"source":["ga = urban_scifi.groupby([\"year\", \"htid\"], as_index=False).sum()\n","gb = urban_random.groupby([\"year\", \"htid\"], as_index=False).sum()\n","\n","# Regression plot using seaborn.\n","fig = plt.figure(figsize=(10,7))\n","sns.regplot(x=ga.year,y=ga.occurs_100k,color='tab:blue', scatter_kws={'s':2})\n","sns.regplot(x=gb.year,y=gb.occurs_100k,color='tab:orange', scatter_kws={'s':2})\n","\n","# Legend, title and labels.\n","plt.legend(labels=['Science Fiction','Random'])\n","plt.grid(alpha=0.75)\n","plt.xlim(1900,2010)\n","plt.ylim(0, 500)\n","plt.xlabel('Year')\n","plt.ylabel('Occurrences per 100k')\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/occurrences_overtime', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmQAAAGtCAYAAAC4HmhdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Yx4HwL1ZdJzy","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":295},"executionInfo":{"status":"ok","timestamp":1580121600423,"user_tz":-60,"elapsed":3101,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"55c277f5-3017-4c43-af3f-8321f34a05ff"},"source":["cond = (urban_scifi[\"decade\"] >= 1900) & (urban_scifi[\"decade\"] <= 2011)\n","g = urban_scifi[cond].groupby([\"decade\", \"htid\"], as_index=False).sum()\n","\n","plt.grid(alpha=0.75)\n","sns.boxplot(x=\"decade\", y=\"occurs_100k\", data=g)\n","plt.ylim(0, 400)\n","plt.title(\"Scifi corpus\")\n","plt.xlabel('Decade')\n","plt.ylabel('Occurrences per 100k')\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/occurrences_decade_sf', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEWCAYAAACJ0YulAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"twaRvo1AoYBW","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":295},"executionInfo":{"status":"ok","timestamp":1580121608551,"user_tz":-60,"elapsed":3322,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"524a76b2-bfd0-4193-e62b-1abc977d6814"},"source":["cond2 = (urban_random[\"decade\"] >= 1900) & (urban_random[\"decade\"] <= 2011)\n","g = urban_random[cond2].groupby([\"decade\", \"htid\"], as_index=False).sum()\n","\n","plt.grid(alpha=0.75)\n","sns.boxplot(x=\"decade\", y=\"occurs_100k\", data=g)\n","plt.title(\"Random corpus\")\n","plt.ylim(0, 400)\n","plt.xlabel('Decade')\n","plt.ylabel('Occurrences per 100k')\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/occurrences_decade_ran', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEWCAYAAACJ0YulAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLVmpx7+xAe8AAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"ctKJ7r5Id7U_","colab":{"base_uri":"https://localhost:8080/","height":283},"executionInfo":{"status":"ok","timestamp":1580121618130,"user_tz":-60,"elapsed":2831,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"5f321360-acea-467e-ac74-b6259ada18b2"},"source":["#Mean of occurrences of urban locations per 100k words per book per year\n","ga = urban_scifi.groupby([\"year\", \"htid\"], as_index=False).sum().groupby(\"year\").mean().occurs_100k\n","gb = urban_random.groupby([\"year\", \"htid\"], as_index=False).sum().groupby(\"year\").mean().occurs_100k\n","\n","ax = ga.plot(color='tab:blue')\n","gb.plot(ax=ax, color='tab:orange')\n","plt.legend(labels=['Science Fiction','Random'])\n","plt.grid(alpha=0.75)\n","plt.ylim(0,400);\n","plt.xlabel(\"Year\")\n","plt.ylabel(\"Mean occurrences per 100k\")\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/occurrences_year', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"g40KOcdgaquD","colab_type":"text"},"source":["## STATS 2 URBAN Occurrences per 100k of words per each location"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"Zx5IgGw1_1e5","colab":{"base_uri":"https://localhost:8080/","height":142},"executionInfo":{"status":"ok","timestamp":1580121632390,"user_tz":-60,"elapsed":2455,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"b846b8fc-fd30-47ef-80b1-98a6f2e57367"},"source":["urban.groupby([\"corpus\", \"formatted_address\", \"htid\"], as_index=False)[\"occurs_100k\"].sum().groupby(\"corpus\").mean()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>occurs_100k</th>\n","    </tr>\n","    <tr>\n","      <th>corpus</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>random</th>\n","      <td>3.272494</td>\n","    </tr>\n","    <tr>\n","      <th>scifi</th>\n","      <td>2.569701</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        occurs_100k\n","corpus             \n","random     3.272494\n","scifi      2.569701"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"code","metadata":{"id":"NtqHYLeEfuaF","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":352},"executionInfo":{"status":"ok","timestamp":1580417745013,"user_tz":-60,"elapsed":23737,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"9c98baa7-dab0-4277-880a-15fd3f61954a"},"source":["g2sf = urban_scifi.groupby([\"formatted_address\", \"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","g2ran = urban_random.groupby([\"formatted_address\", \"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","\n","print(scs.ttest_ind(g2sf, g2ran))\n","print(scs.mannwhitneyu(g2sf, g2ran))\n","chi2_dist2, p_dist2, value2 = chi_square_test(g2ran, g2sf)\n","\n","# report\n","plt.hist(x=chi2_dist2, bins=\"auto\", color=\"#0504aa\", alpha=0.7, rwidth=0.85)\n","plt.axvline(value2) # decision boundary\n","plt.grid(axis=\"y\", alpha=0.75)\n","plt.xlabel(r\"$Value$\")\n","plt.ylabel(r\"$Frequency$\")\n","plt.title(r\"$\\chi^2$ occurrences per urban location\")\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/chi2_stats2_urban', dpi=500)\n","print(\"votes for H1:{}, and votes for H0:{}\".format(np.sum(chi2_dist2 > value2), len(chi2_dist2)-np.sum(chi2_dist2 > value2)))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Ttest_indResult(statistic=-6.263394166645988, pvalue=3.768643006287214e-10)\n","MannwhitneyuResult(statistic=5423319950.0, pvalue=1.6243295426688348e-15)\n","votes for H1:100, and votes for H0:0\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYkAAAEcCAYAAAAydkhNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDBUAFX4wpT8AAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"sBtTtHCQ_eh5","colab_type":"text"},"source":["## Chi square test on each exact urban location"]},{"cell_type":"code","metadata":{"id":"GYGsCzOlaqui","colab_type":"code","colab":{}},"source":["#Create list of individual locations for each corpus\n","loc_scifi = urban_scifi[\"formatted_address\"].unique()\n","loc_random = urban_random[\"formatted_address\"].unique()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"rGnwuxRUaqup","colab_type":"code","colab":{}},"source":["#Intersection of the two lists = locations in common\n","locations = np.intersect1d(loc_scifi, loc_random, assume_unique=True).tolist()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"klSiXbsBaqut","colab_type":"code","colab":{}},"source":["#Creation of dictionary containing locations' addresses as keys and lists of occurs_100k values per each book as values\n","def dict_creation(geodata, loc_list):\n","    \n","    loc_dict = dict()\n","    for location in loc_list:\n","        g = geodata[geodata[\"formatted_address\"] == location].groupby(\"htid\", as_index=False)[\"occurs_100k\"].sum()\n","        loc_100k_list = g[\"occurs_100k\"].dropna().tolist()\n","        loc_dict[location] = loc_100k_list\n","    \n","    return loc_dict"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"JsuU5IDyaquz","colab_type":"code","colab":{}},"source":["loc_100k_scifi = dict_creation(urban_scifi, locations)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"_Z80mpSNaqu6","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"executionInfo":{"status":"ok","timestamp":1581020566431,"user_tz":-60,"elapsed":351206,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"2dd5e5b4-07bc-4a88-be7e-e8957f8c56fd"},"source":["%%time\n","loc_100k_random = dict_creation(urban_random, locations)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["CPU times: user 5min 23s, sys: 220 ms, total: 5min 23s\n","Wall time: 5min 23s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"rFe0fLTwaqvD","colab_type":"code","colab":{}},"source":["chisquare = scs.chisquare\n","chi2 = scs.chi2\n","\n","def locations_chisquare(dict1, dict2):\n","    \n","    votes = dict()\n","    votes[\"loc\"] = []\n","    votes[\"H0\"] = []\n","    votes[\"H1\"] = []\n","    votes[\"chi2\"] = []\n","    votes[\"p\"] = []\n","    votes[\"diff\"] = []\n","    votes[\"occ_100k_ran\"] = []\n","    votes[\"occ_100k_sf\"] = []\n","    for loc in dict1.keys():\n","        votes[\"loc\"].append(loc)\n","        votes[\"occ_100k_ran\"].append(np.median(dict1[loc]))\n","        votes[\"occ_100k_sf\"].append(np.median(dict2[loc]))\n","        \n","        if len(dict1[loc]) > len(dict2[loc]):\n","            chi2_dist, p_dist, value = chi_square_test(dict1[loc], dict2[loc])\n","        else:    \n","            chi2_dist, p_dist, value = chi_square_test(dict2[loc], dict1[loc])\n","\n","        votes[\"chi2\"].append(np.average(chi2_dist))\n","        votes[\"p\"].append(np.average(p_dist))\n","        votes[\"H1\"].append(np.sum(chi2_dist > value))\n","        votes[\"H0\"].append(len(chi2_dist)-np.sum(chi2_dist > value))\n","        differences = [i - value for i in chi2_dist]\n","        votes[\"diff\"].append(np.average(differences))\n","\n","    return votes"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"P5M6eBMBaqvJ","colab_type":"code","colab":{}},"source":["%%time\n","loc_chi2_dict = locations_chisquare(loc_100k_random, loc_100k_scifi)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"h06QcJpoaqvP","colab_type":"code","colab":{}},"source":["loc_chi2 = pd.DataFrame(data=loc_chi2_dict)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"V0-JaGcBRYfx","colab":{"base_uri":"https://localhost:8080/","height":204},"executionInfo":{"status":"ok","timestamp":1581024219202,"user_tz":-60,"elapsed":569,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"a8a0e76b-9b9f-4378-a0cd-b7232fe623da"},"source":["loc_chi2.sort_values([\"H0\"], ascending=False)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>loc</th>\n","      <th>H0</th>\n","      <th>H1</th>\n","      <th>chi2</th>\n","      <th>p</th>\n","      <th>diff</th>\n","      <th>occ_100k_ran</th>\n","      <th>occ_100k_sf</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1979</th>\n","      <td>Gulf Coast State College, 5230 US-98, Panama C...</td>\n","      <td>99</td>\n","      <td>1</td>\n","      <td>5.230054</td>\n","      <td>0.723352</td>\n","      <td>-10.277259</td>\n","      <td>0.892819</td>\n","      <td>0.644529</td>\n","    </tr>\n","    <tr>\n","      <th>2732</th>\n","      <td>Lincoln St, Worcester, MA, USA</td>\n","      <td>99</td>\n","      <td>1</td>\n","      <td>8.910402</td>\n","      <td>0.552920</td>\n","      <td>-9.396636</td>\n","      <td>1.440300</td>\n","      <td>1.057060</td>\n","    </tr>\n","    <tr>\n","      <th>3095</th>\n","      <td>Mid-Atlantic Federal Credit Union, 11140 New H...</td>\n","      <td>100</td>\n","      <td>0</td>\n","      <td>1.134022</td>\n","      <td>0.879219</td>\n","      <td>-8.353707</td>\n","      <td>0.817107</td>\n","      <td>0.569768</td>\n","    </tr>\n","    <tr>\n","      <th>5498</th>\n","      <td>Wonderland Theater, 110 S Main St, Paullina, I...</td>\n","      <td>99</td>\n","      <td>1</td>\n","      <td>4.248956</td>\n","      <td>0.663797</td>\n","      <td>-8.342631</td>\n","      <td>1.067441</td>\n","      <td>0.898618</td>\n","    </tr>\n","    <tr>\n","      <th>349</th>\n","      <td>Ave of the Americas, New York, NY, USA</td>\n","      <td>98</td>\n","      <td>2</td>\n","      <td>3.073088</td>\n","      <td>0.709580</td>\n","      <td>-7.997410</td>\n","      <td>1.067250</td>\n","      <td>0.872322</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                    loc  ...  occ_100k_sf\n","1979  Gulf Coast State College, 5230 US-98, Panama C...  ...     0.644529\n","2732                     Lincoln St, Worcester, MA, USA  ...     1.057060\n","3095  Mid-Atlantic Federal Credit Union, 11140 New H...  ...     0.569768\n","5498  Wonderland Theater, 110 S Main St, Paullina, I...  ...     0.898618\n","349              Ave of the Americas, New York, NY, USA  ...     0.872322\n","\n","[5 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":82}]},{"cell_type":"code","metadata":{"id":"0nqN-WAiBdeM","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":359},"executionInfo":{"status":"ok","timestamp":1581023219905,"user_tz":-60,"elapsed":674,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"5ae399b9-308c-455a-ff10-0b41a373a4fe"},"source":["loc_chi2.sort_values(['diff'], ascending=False)[0:10]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>loc</th>\n","      <th>H0</th>\n","      <th>H1</th>\n","      <th>chi2</th>\n","      <th>p</th>\n","      <th>diff</th>\n","      <th>occ_100k_ran</th>\n","      <th>occ_100k_sf</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>78</th>\n","      <td>Abbaye de Cluny, Rue du 11 Août 1944, 71250 Cl...</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>181987.423786</td>\n","      <td>8.296276e-48</td>\n","      <td>181983.582327</td>\n","      <td>0.879492</td>\n","      <td>181.354966</td>\n","    </tr>\n","    <tr>\n","      <th>1398</th>\n","      <td>Dresden, Germany</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>147313.874528</td>\n","      <td>0.000000e+00</td>\n","      <td>147295.567490</td>\n","      <td>1.040767</td>\n","      <td>1.322297</td>\n","    </tr>\n","    <tr>\n","      <th>2784</th>\n","      <td>London, UK</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>24227.948240</td>\n","      <td>0.000000e+00</td>\n","      <td>24049.462888</td>\n","      <td>5.068020</td>\n","      <td>2.262819</td>\n","    </tr>\n","    <tr>\n","      <th>2536</th>\n","      <td>Knosos 714 09, Greece</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>23253.305911</td>\n","      <td>0.000000e+00</td>\n","      <td>23247.314447</td>\n","      <td>1.321120</td>\n","      <td>1.985112</td>\n","    </tr>\n","    <tr>\n","      <th>5233</th>\n","      <td>Ventnor City, NJ, USA</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>21484.504808</td>\n","      <td>3.104255e-273</td>\n","      <td>21480.663349</td>\n","      <td>1.068924</td>\n","      <td>75.058755</td>\n","    </tr>\n","    <tr>\n","      <th>138</th>\n","      <td>Alexandria, Alexandria Governorate, Egypt</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>20981.417022</td>\n","      <td>2.811491e-110</td>\n","      <td>20951.273495</td>\n","      <td>1.244278</td>\n","      <td>0.936565</td>\n","    </tr>\n","    <tr>\n","      <th>863</th>\n","      <td>Canton, OH, USA</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>19808.244581</td>\n","      <td>6.073407e-114</td>\n","      <td>19794.177440</td>\n","      <td>1.238697</td>\n","      <td>1.541864</td>\n","    </tr>\n","    <tr>\n","      <th>4489</th>\n","      <td>Sofia, Bulgaria</td>\n","      <td>2</td>\n","      <td>98</td>\n","      <td>18799.555539</td>\n","      <td>8.652313e-03</td>\n","      <td>18795.714080</td>\n","      <td>1.527383</td>\n","      <td>71.655879</td>\n","    </tr>\n","    <tr>\n","      <th>3409</th>\n","      <td>New York, NY, USA</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>17977.685504</td>\n","      <td>0.000000e+00</td>\n","      <td>17652.311423</td>\n","      <td>5.262200</td>\n","      <td>3.550722</td>\n","    </tr>\n","    <tr>\n","      <th>4274</th>\n","      <td>San Lorenzo, CA, USA</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>16421.178872</td>\n","      <td>9.987629e-190</td>\n","      <td>16417.337413</td>\n","      <td>1.184300</td>\n","      <td>58.385876</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                    loc  ...  occ_100k_sf\n","78    Abbaye de Cluny, Rue du 11 Août 1944, 71250 Cl...  ...   181.354966\n","1398                                   Dresden, Germany  ...     1.322297\n","2784                                         London, UK  ...     2.262819\n","2536                              Knosos 714 09, Greece  ...     1.985112\n","5233                              Ventnor City, NJ, USA  ...    75.058755\n","138           Alexandria, Alexandria Governorate, Egypt  ...     0.936565\n","863                                     Canton, OH, USA  ...     1.541864\n","4489                                    Sofia, Bulgaria  ...    71.655879\n","3409                                  New York, NY, USA  ...     3.550722\n","4274                               San Lorenzo, CA, USA  ...    58.385876\n","\n","[10 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":67}]},{"cell_type":"code","metadata":{"scrolled":true,"id":"FlE5uoiPaqva","colab_type":"code","colab":{}},"source":["# Get locations with most significant difference and high occurrence per 100k words\n","top = sorted(loc_chi2.sort_values(['diff'], ascending=False)[:10][\"loc\"].tolist())\n","top_geo = geo.loc[geo[\"formatted_address\"].isin(top) == True].groupby([\"corpus\", \"formatted_address\", \"htid\"], as_index=False).sum()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"EuUFUJmapWrk","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":658},"executionInfo":{"status":"ok","timestamp":1581023624827,"user_tz":-60,"elapsed":5881,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mAbXMmexGk_lRJUtqkV2mkHhg7CLpyfyXZzkkac=s64","userId":"07332947698373575453"}},"outputId":"8bbd74df-bbdb-4fc2-c26c-820502927b67"},"source":["fig = plt.figure(figsize=(10,10))\n","plt.grid(alpha=0.75)\n","g = sns.boxplot(x=\"formatted_address\", y=\"occurs_100k\", hue=\"corpus\", data=top_geo)\n","(g.set_xticklabels([\"Abbaye de Cluny\", \"Alexandria\", \"Canton, OH\", \"Dresden\", \"Knosos\", \"London\", \"New York City\", \"San Lorenzo, CA\", \"Sofia\", \"Ventnor City, NJ\"], rotation=40, ha=\"right\", fontsize=10))\n","plt.ylim(0, 150)\n","plt.xlabel('Locations')\n","plt.ylabel('Occurrences per 100k')\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/diff_locations', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmcAAAKBCAYAAAASrwyOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"scrolled":true,"colab_type":"code","id":"wKuUkOtNhR9x","colab":{}},"source":["# Get locations with highest H0 score and high occurrences per 100k words\n","loc_chi2.sort_values(['H0'], ascending=False).sort_values(['diff'])[:10]"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"mBoYkriJQG82","colab_type":"text"},"source":["# Comparison between differences with urban locations and general locations"]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"tvr3Fk6bAX-w"},"source":["## STATS 1 GENERAL Occurrences of general locations per 100k of words in each book"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"d9MRM0nsAGrW","colab":{}},"source":["#STATS 1: Number of urban locations per 100k of words in each book\n","g1Asf = geo_scifi.groupby([\"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","g1Aran = geo_random.groupby([\"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","\n","print(scs.ttest_ind(g1Asf, g1Aran))\n","print(scs.mannwhitneyu(g1Asf, g1Aran))\n","chi2_dist, p_dist, value = chi_square_test(g1Aran, g1Asf)\n","\n","# report\n","plt.hist(x=chi2_dist, bins=\"auto\", color=\"#0504aa\", alpha=0.7, rwidth=0.85)\n","plt.axvline(value) # decision boundary\n","plt.grid(axis=\"y\", alpha=0.75)\n","plt.xlabel(r\"$Value$\")\n","plt.ylabel(r\"$Frequency$\")\n","plt.title(r\"$\\chi^2$ occurrences of general geodata per novel\")\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/chi2_stats1_general', dpi=500)\n","print(\"votes for H1:{}, and votes for H0:{}\".format(np.sum(chi2_dist > value), len(chi2_dist)-np.sum(chi2_dist > value)))"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"u_zcRMLCBZBf"},"source":["## STATS 2 GENERAL Occurrences per 100k of words per each location"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"kZ3aPlk4BZC2","colab":{}},"source":["g2Asf = geo_scifi.groupby([\"formatted_address\", \"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","g2Aran = geo_random.groupby([\"formatted_address\", \"htid\"], as_index=False).sum()[\"occurs_100k\"].dropna()\n","\n","\n","print(scs.ttest_ind(g2Asf, g2Aran))\n","print(scs.mannwhitneyu(g2Asf, g2Aran))\n","chi2_dist2, p_dist2, value2 = chi_square_test(g2Aran, g2Asf)\n","\n","# report\n","plt.hist(x=chi2_dist, bins=\"auto\", color=\"#0504aa\", alpha=0.7, rwidth=0.85)\n","plt.axvline(value) # decision boundary\n","plt.grid(axis=\"y\", alpha=0.75)\n","plt.xlabel(r\"$Value$\")\n","plt.ylabel(r\"$Frequency$\")\n","plt.title(r\"$\\chi^2$ occurrences per general location\")\n","plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/chi2_stats2_general', dpi=500)\n","print(\"votes for H1:{}, and votes for H0:{}\".format(np.sum(chi2_dist > value), len(chi2_dist)-np.sum(chi2_dist > value)))"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pIblbQJsJBYr","colab_type":"text"},"source":["# Correlation between wordliness and urbanness"]},{"cell_type":"code","metadata":{"id":"jAqZfp2cJKhc","colab_type":"code","colab":{}},"source":["#Uploading data on the occurrences of urban terms in the scifi and random corpus\n","terms = pd.read_csv('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/termsdata.csv.gz')\n","terms[\"lem_word\"] = terms[\"lem_word\"].astype(str)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"b4l4BzPmSG0M","colab":{}},"source":["import csv\n","\n","def creating_terms_list(csv_path):\n","\n","    with open(csv_path, 'r', encoding='utf-8') as csv_file:\n","        dict_csv = csv.DictReader(csv_file)\n","        list_terms = [row[\"term\"] for row in dict_csv]\n","\n","        return list_terms"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"786ZGdRzSTnn","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1589645523286,"user_tz":-120,"elapsed":27475,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"44c02009-b1fd-47d6-c24d-60a66f1170d3"},"source":["#Extract urban terms collected by hand\n","urbanterms = creating_terms_list(\"/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/2_terms/urbanterms.csv\")\n","print(len(urbanterms))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["77\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"knQvp6ko1RRQ","colab_type":"text"},"source":["### Correlation between occurrences of urban locations and occurrences of terms in both corpora"]},{"cell_type":"code","metadata":{"id":"syzSql4Ji5KK","colab_type":"code","colab":{}},"source":["#Slicing geodata dataframe and setting the index on the htid columns\n","geo_loc = urban.groupby(\"htid\", as_index=False)[\"occurs_100k\"].sum().set_index(\"htid\").dropna()\n","geo_loc.rename(columns={\"occurs_100k\": \"geo_occ\"}, inplace=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"LSwpUzoEaQQk","colab_type":"code","colab":{}},"source":["#Slicing termsdata dataframe and setting index on the htid column\n","terms_urban = terms.loc[terms[\"lem_word\"].isin(urbanterms)].groupby(\"htid\", as_index=False)[\"occurs_100k\"].sum().set_index(\"htid\").dropna()\n","terms_urban.rename(columns={\"occurs_100k\": \"terms_occ\"}, inplace=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"YHb6TYmhkicn","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":85},"executionInfo":{"status":"ok","timestamp":1588832998859,"user_tz":-120,"elapsed":537,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"fe24ceac-d658-490c-a50d-8131da77189c"},"source":["#Merge dataframes\n","correlation = pd.merge(left=terms_urban, right=geo_loc, on=\"htid\")\n","print(len(correlation.index))\n","print(correlation.corr())"],"execution_count":null,"outputs":[{"output_type":"stream","text":["7116\n","           terms_occ   geo_occ\n","terms_occ   1.000000  0.169595\n","geo_occ     0.169595  1.000000\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"XqojZa4DOk1Q","colab_type":"code","colab":{}},"source":["x = np.log2(correlation.terms_occ.values)\n","y = np.log2(correlation.geo_occ.values)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Td1oxaKtbt23","colab_type":"code","colab":{}},"source":["from sklearn import linear_model\n","from sklearn.metrics import r2_score\n","\n","x = x.reshape(-1, 1)\n","y = y.reshape(-1, 1)\n","linear_regressor = linear_model.LinearRegression()  # create object for the class\n","linear_regressor.fit(x, y)  # perform linear regression\n","y_pred = linear_regressor.predict(x)  # make predictions"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"F6HyVOoqg7s5","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1588833075445,"user_tz":-120,"elapsed":690,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"16784ea0-060c-46f9-eb12-b975f0307cfc"},"source":["r2_score(y, y_pred)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.03902392157205026"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"code","metadata":{"id":"S5AwPBpWEXC6","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":458},"executionInfo":{"status":"ok","timestamp":1588836040490,"user_tz":-120,"elapsed":4029,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"1ebabc6c-7214-4844-f8eb-7bdd8537f30d"},"source":["fig = plt.figure(figsize=(10,7))\n","sns.residplot(x, y, scatter_kws={\"alpha\":.25, \"s\":3})\n","plt.xlabel(\"Occurrences of urban terms\")\n","plt.ylabel(\"Occurrences of urban locations\")\n","plt.title(\"Residual plot urbanness-wordliness\")\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/residplot', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"txUcXK9mfBeN","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":458},"executionInfo":{"status":"ok","timestamp":1588836044893,"user_tz":-120,"elapsed":4033,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"f4428a00-0b80-4ab5-8e9f-2a3d5a97c1a9"},"source":["fig = plt.figure(figsize=(10,7))\n","plt.scatter(x, y, alpha=.25, s=3)\n","plt.plot(x, y_pred, color='red')\n","plt.xlabel(\"Occurrences of urban terms\")\n","plt.ylabel(\"Occurrences of urban locations\")\n","plt.title(\"Correlation urbanness-wordliness\")\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/correlation', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Ee_vkSSa1gHP","colab_type":"text"},"source":["### Correlation between occurrences of urban locations and occurrences of terms in the scifi corpus"]},{"cell_type":"code","metadata":{"id":"XIMGZ7_702Xe","colab_type":"code","colab":{}},"source":["#Slicing geodata dataframe and setting the index on the htid columns\n","geo_scifi = urban_scifi.groupby(\"htid\", as_index=False)[\"occurs_100k\"].sum().set_index(\"htid\").dropna()\n","geo_scifi.rename(columns={\"occurs_100k\": \"geo_occ\"}, inplace=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"fsZ-k3jE1Mhm","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":85},"executionInfo":{"status":"ok","timestamp":1589647303724,"user_tz":-120,"elapsed":646,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"ceaf4758-4610-4487-b767-1aab5161577a"},"source":["correlation2 = pd.merge(left=terms_urban, right=geo_scifi, on=\"htid\")\n","print(len(correlation2.index))\n","print(correlation2.corr())"],"execution_count":null,"outputs":[{"output_type":"stream","text":["322\n","           terms_occ   geo_occ\n","terms_occ   1.000000  0.231468\n","geo_occ     0.231468  1.000000\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"3Yq3PEIh2uA2","colab":{}},"source":["x2 = correlation2.terms_occ.values\n","y2 = correlation2.geo_occ.values"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab_type":"code","id":"vVCWA9mO2uBH","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1589645871684,"user_tz":-120,"elapsed":615,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"c4b77eb4-d9c2-4b15-9239-95f386868b37"},"source":["from sklearn.linear_model import LinearRegression\n","from sklearn.metrics import r2_score\n","\n","x2 = x2.reshape(-1, 1)\n","y2 = y2.reshape(-1, 1)\n","linear_regression = LinearRegression().fit(x2, y2)  # create object for the class & perform linear regression\n","print('R2 score: ', linear_regression.score(x2, y2))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["R2 score:  0.0535774521257274\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"nUDz8Ax02uBR","colab":{"base_uri":"https://localhost:8080/","height":458},"executionInfo":{"status":"ok","timestamp":1588834583482,"user_tz":-120,"elapsed":3330,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"2c35d152-1c51-4ee2-dcda-cea42e8dea0f"},"source":["fig = plt.figure(figsize=(10,7))\n","sns.residplot(x2, y2, scatter_kws={\"alpha\":.5, \"s\":3})\n","plt.xlim(0,1000)\n","plt.ylim(-150,200)\n","plt.xlabel(\"Occurrences of urban terms\")\n","plt.ylabel(\"Occurrences of urban locations\")\n","plt.title(\"Residual plot urbanness-wordliness\")\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/residplot', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab_type":"code","id":"lsLnXJC-2uBU","colab":{"base_uri":"https://localhost:8080/","height":475},"executionInfo":{"status":"ok","timestamp":1588834856939,"user_tz":-120,"elapsed":721,"user":{"displayName":"Federica Bologna","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgEt2iQ-lqzChBHQtfeAS5RKgr8pTpJ6Iaco03=s64","userId":"07332947698373575453"}},"outputId":"b9999118-f228-4381-893f-8ba09ce7aba0"},"source":["fig = plt.figure(figsize=(10,7))\n","plt.scatter(x2, y2, alpha=.5, s=5)\n","plt.xlim(0,1000)\n","plt.ylim(0,300)\n","plt.plot(x2, y_pred2, color='red')\n","plt.xlabel(\"Occurrences of urban terms\")\n","plt.ylabel(\"Occurrences of urban locations\")\n","plt.title(\"Correlation urbanness-wordliness\")\n","#plt.savefig('/content/drive/My Drive/Università/3 ANNO MAGISTRALE/TESI/4_geodata/correlation', dpi=500)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Correlation urbanness-wordliness')"]},"metadata":{"tags":[]},"execution_count":33},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]}]}